DISTURBANCE SMOOTHER FOR STATE-SPACE MODELS

被引:28
作者
KOOPMAN, SJ
机构
关键词
DISTURBANCE SMOOTHER; EM ALGORITHM; KALMAN FILTER; RESIDUAL; STATE SMOOTHER; STATE SPACE MODEL; UNOBSERVED COMPONENTS TIME SERIES MODEL;
D O I
10.2307/2336762
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper develops a method to evaluate the smoothed estimator of the disturbance vector in a state space model together with its mean squared error matrix. This disturbance smoother also leads to an efficient smoother for the state vector. Applications include a method to calculate auxiliary residuals for unobserved components time series models and an EM algorithm for estimating covariance parameters in a state space model.
引用
收藏
页码:117 / 126
页数:10
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